Multi-Objective Optimal Approach for Injection Molding Based on Surrogate Model and Particle Swarm O

来源 :Journal of Shanghai Jiaotong University(Science) | 被引量 : 0次 | 上传用户:pjpdl6123475
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An integrated optimization strategy based on Kriging model and multi-objective particle swarm optimization(PSO) algorithm was constructed.As a new surrogate model technology,Kriging model has better fitting precision for nonlinear problem.The Kriging model was adopted to replace computer aided engineering(CAE) simulation as fitness function of multi-objective PSO algorithm,and the computation cost can be reduced greatly.By introducing multi-objective handling mechanism of crowding distance and mutation operator to multiobjective PSO algorithm,the entire Pareto front can be approximated better.It is shown that the multi-objective optimization strategy can get higher solving accuracy and computation efficiency under small sample. An integrated optimization strategy based on Kriging model and multi-objective particle swarm optimization (PSO) algorithm was constructed. As a new surrogate model technology, Kriging model has better fitting precision for nonlinear problem. The Kriging model was adopted to replace computer aided engineering ( CAE) simulation as fitness function of multi-objective PSO algorithm, and the computation cost can be reduced greatly. By the multi-objective handling mechanism of crowding distance and mutation operator to multiobjective PSO algorithm, the entire Pareto front can be approximated better. It is shown that the multi-objective optimization strategy can get higher solving accuracy and computation efficiency under small sample.
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